Jun 8, 2022 · Title:Uplifting Bandits ... Abstract:We introduce a multi-armed bandit model where the reward is a sum of multiple random variables, and each ...
A (K, m)-uplifting bandit is a stochastic bandit with K actions and m underlying variables. ... UCB for Uplifting Bandits. The UCB algorithm [4], at each round, ...
Oct 31, 2022 · Blind Submission by Conference • Uplifting Bandits ... Abstract: We introduce a new multi-armed bandit model where the reward is a sum of multiple ...
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Popular examples include linear bandits [13] and combinatorial bandits [10]. In this work, we study a different structured bandit problem with the following ...
We introduce a new multi-armed bandit problem in which each action only affects the reward through a sparse set of interme- diate variables, and show that for ...
Apr 3, 2024 · We introduce a multi-armed bandit model where the reward is a sum of multiple random variables, and each action only alters the distributions of some of them.
Uplifting Bandits. NeurIPS 2022. 1 / 9. Page 3. From Multi-Armed Bandits to Uplifting Bandits. Uplift Modeling versus Multi-Armed Bandits. Uplift Modeling.
Download Citation | Uplifting Bandits | We introduce a multi-armed bandit model where the reward is a sum of multiple random variables, and each action only ...
Table 1: Summary of our regret bounds for uplifting bandits. Constant and ... noise Pi∈V ξa(i) is around 80. 345. Bernoulli Uplifting Bandit with Criteo Uplift.
Sep 25, 2023 · Uplifting Bandits. Yu-Guan Hsieh, S. Kasiviswanathan, B. Kveton. 2022, Neural Information Processing Systems. PDF · S2 logo Semantic Scholar doi ...